Source code for magnopy._parallelization
# ================================== LICENSE ===================================
# Magnopy - Python package for magnons.
#
# Copyright (C) 2023 Magnopy Team
#
# e-mail: anry@uv.es, web: magnopy.org
#
# This program is free software: you can redistribute it and/or modify it under
# the terms of the GNU General Public License as published by the Free Software
# Foundation, either version 3 of the License, or (at your option) any later
# version.
#
# This program is distributed in the hope that it will be useful, but WITHOUT
# ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS
# FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License along with
# this program. If not, see <https://www.gnu.org/licenses/>.
# ================================ END LICENSE =================================
from multiprocessing import Pool
# Save local scope at this moment
old_dir = set(dir())
old_dir.add("old_dir")
[docs]
def multiprocess_over_k(
kpoints, function, relative=False, units="meV", number_processors=None
):
r"""
Parallelizes calculation over the kpoints using |multiprocessing|_ module.
Parameters
----------
kpoints : (N, 3) |array-like|_
List of the kpoints.
function : callable
Function that process one kpoint and is called as
.. code-block:: python
result = function(kpoints[i], relative, units)
relative : bool, default False
If ``relative=True``, then ``k`` is interpreted as given relative to the
reciprocal unit cell. Otherwise it is interpreted as given in absolute
coordinates.
units : str, default "meV"
.. versionadded:: 0.3.0
Units of energy. See :py:attr:`.SpinHamiltonian.units` for the list of
supported units.
number_processors : int, optional
By default Magnopy uses all available processes. Pass ``number_processors=1`` to
run in serial.
Returns
-------
results : (N, ) list
List of objects that are returned by the ``function``.
Notes
-----
When using this function of Magnopy in your Python scripts make sure to safeguard
your script with the
.. code-block:: python
import magnopy
# Import more stuff
# or
# Define your functions, classes
if __name__ == "__main__":
# Write your executable code here
For more information refer to the "Safe importing of main module" section in
|multiprocessing|_ docs.
"""
relative = [relative for _ in kpoints]
units = [units for _ in kpoints]
if number_processors == 1:
results = list(map(function, kpoints, relative, units))
else:
with Pool(number_processors) as p:
results = p.starmap(function, zip(kpoints, relative, units))
return results
# Populate __all__ with objects defined in this file
__all__ = list(set(dir()) - old_dir)
# Remove all semi-private objects
__all__ = [i for i in __all__ if not i.startswith("_")]
del old_dir